AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Token-level certainty is widely used as a proxy for correctness in LLM training and inference. However, the performance of certainty-based methods depends both on the information in certainty scores and on how those scores are used. We therefore directly assess certainty's predictive ability through controlled empirica...
InSituMeasure is introduced to evaluate situated measurement grounding and defines metrics for numerical accuracy under predefined tolerances and unit consistency, rejection of fake or unanswerable tasks, and alignment between model failures and annotated error factors.
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